The hammering was a steady drumbeat of relentless energy, a direct contrast to her own sluggish existence. The renovation next door. She’d stayed inside for five days, the shades drawn. The sunlight felt wrong.

She stared at the wall, at the shadows. There was a dull ache that followed her everywhere. She felt the heavy weight of the air, the heaviness of her body. Everything was so hard.

She dragged herself to the kitchen, opening the refrigerator. There was nothing she wanted. Nothing. She closed the door. She would go back to bed.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307